Subcircuit Detection on Subcircuit Detection Dataset
62.2mAPKCLNet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| KCLNet2026.03 | 62.2 | 72.1 | 75.3 | 94.9 | 63.4 | |
| w.o Neg^KCLAblation=Without negative samples2026.03 | 60.2 | 70.6 | 73.6 | 94.4 | 61.5 | |
| w.o Pos+Neg^KCLAblation=Without positive and negative samples2026.03 | 56.1 | 65.4 | 67.4 | 93.1 | 54.5 | |
| GIN2026.03 | 55.3 | 66.7 | 69.5 | 93.2 | 56.5 | |
| GraphCL-GINFramework=GraphCL2026.03 | 43.4 | 53.9 | 53.9 | 89.8 | 42 | |
| GraphCL-GATv2Framework=GraphCL2026.03 | 38.9 | 27.1 | 23.6 | 77.9 | 15.4 | |
| GAT2026.03 | 38.3 | 29 | 26.2 | 80.8 | 17 | |
| GATv22026.03 | 38.2 | 30.3 | 27.9 | 80.7 | 18.3 | |
| w.o Pos^KCLAblation=Without positive samples2026.03 | 37.4 | 39.9 | 38.1 | 84.5 | 27.3 | |
| GraphCL-GATFramework=GraphCL2026.03 | 37.1 | 23.1 | 19.3 | 75.7 | 12.1 | |
| GCN2026.03 | 36.8 | 26 | 22.5 | 79.6 | 14.4 | |
| GraphCL-GCNFramework=GraphCL2026.03 | 36.3 | 22.2 | 18.1 | 76.2 | 11.5 | |
| GraphCL-SAGEFramework=GraphCL2026.03 | 36.1 | 25.3 | 21.3 | 77.6 | 13.4 | |
| SAGE2026.03 | 35.5 | 25.5 | 21.1 | 78.5 | 13.3 |